Convolutional Dictionary Learning through Tensor Factorization

Convolutional Dictionary Learning through Tensor Factorization

10 June 2015

Furong Huang

Anima Anandkumar

Papers citing "Convolutional Dictionary Learning through Tensor Factorization"

16 / 16 papers shown

Title
RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image Deraining Hong Wang Qi Xie Qian Zhao Yuexiang Li Yong Liang Yefeng Zheng Deyu Meng 34 34 0 14 Jul 2021
Provable Online CP/PARAFAC Decomposition of a Structured Tensor via Dictionary Learning Sirisha Rambhatla Xingguo Li Jarvis Haupt 13 13 0 30 Jun 2020
Using Wavelets and Spectral Methods to Study Patterns in Image-Classification Datasets Roozbeh Yousefzadeh Furong Huang 19 6 0 17 Jun 2020
On the Preservation of Spatio-temporal Information in Machine Learning Applications Yigit Oktar Mehmet Türkan 15 1 0 15 Jun 2020
A Model-driven Deep Neural Network for Single Image Rain Removal Hong Wang Qi Xie Qian Zhao Deyu Meng 20 325 0 04 May 2020
Analysis of the Optimization Landscapes for Overcomplete Representation Learning Qing Qu Yuexiang Zhai Xiao Li Yuqian Zhang Zhihui Zhu 22 9 0 05 Dec 2019
Short-and-Sparse Deconvolution -- A Geometric Approach Yenson Lau Qing Qu Han-Wen Kuo Pengcheng Zhou Yuqian Zhang John N. Wright 22 29 0 28 Aug 2019
Multivariate Convolutional Sparse Coding with Low Rank Tensor Pierre Humbert Julien Audiffren L. Oudre Nicolas Vayatis 19 0 0 09 Aug 2019
How Many Samples are Needed to Estimate a Convolutional or Recurrent Neural Network? S. Du Yining Wang Xiyu Zhai Sivaraman Balakrishnan Ruslan Salakhutdinov Aarti Singh SSL 21 57 0 21 May 2018
Convolutional Phase Retrieval via Gradient Descent Qing Qu Yuqian Zhang Yonina C. Eldar John N. Wright 38 29 0 03 Dec 2017
On the Reconstruction Risk of Convolutional Sparse Dictionary Learning Shashank Singh Barnabás Póczós Jian Ma 41 2 0 29 Aug 2017
Convolutional Dictionary Learning via Local Processing Vardan Papyan Yaniv Romano Jeremias Sulam Michael Elad 31 142 0 09 May 2017
Discovery of Latent Factors in High-dimensional Data Using Tensor Methods Furong Huang 30 6 0 10 Jun 2016
Unsupervised Learning of Word-Sequence Representations from Scratch via Convolutional Tensor Decomposition Furong Huang Anima Anandkumar SSL 22 3 0 10 Jun 2016
Denoising and Completion of 3D Data via Multidimensional Dictionary Learning Zemin Zhang Shuchin Aeron 21 37 0 31 Dec 2015
Revisiting Bayesian Blind Deconvolution David Wipf Haichao Zhang 57 118 0 10 May 2013